{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Matplotlib Tutorial for Beginners"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is Matplotlib?\n",
    "\n",
    "- Matplotlib is a 2D python plotting library (similar interface with Matlab)\n",
    "    - Visulize the data\n",
    "    - Identify Trends\n",
    "    - Identify outliers\n",
    "    \n",
    "    \n",
    "- Compatible with both NumPy and Pandas for plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZWEHNTA4W+Usa69SfCah1NGvTaauAziwcYOtzR0Q2EIv0ZJ8DjoisAQHIx1oj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d0qBhkEIajpHJpJea6IyVIPlGQQvvFwa9moT8LfHvafYzMBaF2Nq0WZBtDeO0hrL8Ryly6yvLUC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\nRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "height": 300,
       "width": 600
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visual representation of Pandas\n",
    "\n",
    "import os\n",
    "from IPython.display import Image\n",
    "PATH = \"F:\\\\Github\\\\Python tutorials\\\\Introduction to Matplotlib\\\\\"\n",
    "Image(filename = PATH + \"Matplotlib logo2.png\", width=600, height=300)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tutorial Overview\n",
    "\n",
    "- What is matplotlib and how/why it's used\n",
    "\n",
    "### Using Numpy\n",
    "- Line plots using NumPy\n",
    "- Scatter Plots using NumPy\n",
    "- Bar plots & Subplots using Numpy\n",
    "- Histogram using NumPy\n",
    "\n",
    "### Using Pandas\n",
    "- Line Plots using Pandas\n",
    "- Combo (Line & Bar) Plots using Pandas df\n",
    "- Scatterplot Using DFs\n",
    "- Scatterplots with Legends using Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing / Installing packages\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Packages / libraries\n",
    "import os #provides functions for interacting with the operating system\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# To install Pandas type \"pip install matloplib\" to the anaconda terminal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Line Graphs using Matplotlib & Numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/RPRAegzhvXv3Ijw8HL/5zW9gMBgwf/78biF84cIFrFu3DhMnTnT7oERS+fLc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e52219390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Creating an array\n",
    "\n",
    "a = np.array([1,2,3,4,5])\n",
    "a\n",
    "\n",
    "plt.plot(a)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53676198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Creating 2 arrays\n",
    "a = np.array([1,2,3,4,5])\n",
    "b = np.array([2,2,2,2,2])\n",
    "\n",
    "plt.plot(a,b)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WABLadSR65kf3dC6RB8lRf+cb8hw3ub1r167SunVTChcuwrJlq+zr+/Z9EZvN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\nAACAm6O4A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      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53727278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##### Having more than 1 line - Adding Title, legends and x/y tickers\n",
    "\n",
    "# creating the raw\n",
    "a = np.array([1,2,3,4,5])\n",
    "b = np.array([2,2,2,2,2])\n",
    "c = np.array([3,2,4,6,5])\n",
    "\n",
    "# increase size\n",
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "plt.plot(a, color = 'green', linestyle = '-.', label=\"Rent FY20\")\n",
    "plt.plot(b, linewidth=5., label=\"AVG Rent\")\n",
    "plt.plot(c, color = 'red', linestyle = '--', label=\"Rent FY19\")\n",
    "plt.title(\"Rent per Month Summary\", fontsize=20, fontweight=\"bold\")\n",
    "plt.legend(loc=\"upper left\", fontsize=15)\n",
    "plt.xticks(range(0,len(a)),('Jan','Feb','Mar','Apr','May'))\n",
    "#plt.xticks([0,1,2,3,4])\n",
    "plt.xlabel(\"Months\")\n",
    "plt.ylabel(\"Rent $\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Scatter Plots using Matplotlib & Numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e5220ad30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Simple Example\n",
    "\n",
    "# np.arange: from 0 to the number you specify\n",
    "# np.random.randint: From -> To ,Number of numbers you need\n",
    "# np.random.randn(): random numbers with normal distribution (mean 0 and variance 1)\n",
    "\n",
    "a = np.arange(30)\n",
    "b = np.random.randint(0,30,30)\n",
    "\n",
    "plt.scatter(a,b)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zlJKSouXLl8tutyszM9OsrLDQGfsZvb87w2Hx/mDXqR16fdtiE1MBgHdyWr4j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\nAIDJKF8AAExG+QIAYLL/D3kBgVtvzAdUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e5386d5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 2 - Scatter with size\n",
    "\n",
    "s = np.random.randint(0,100,30)\n",
    "\n",
    "b = a + np.random.randint(0,30,30)\n",
    "\n",
    "plt.scatter(a,b, c=\"green\", s=s)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Bar Plots using Matplotlib & Numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gAgAoElQAAEWCCgCgSFABABQJKgCAIkEFAFAkqAAAigQVAECRoAIAKGqbbIfTp09n8+bN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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e538fbc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 1\n",
    "\n",
    "# Creating the raw data\n",
    "category = ['Account A','Account B','Account C']\n",
    "revenue = np.array([300, 500, 700])\n",
    "\n",
    "\n",
    "# Plotting it\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.bar(range(0,3), revenue)\n",
    "plt.xticks(range(0,3),category)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ERKRdsB39mrgnV1PXOYmKm281O46ICKBGTETaibh1T2IvLyMw4U7weMyOIyIC\nqBETkfbA7ydu9UrqOnSgcvQYs9OIiNRTIyYiUS/u2aexHz5Mxe0TMBISzY4jIlJPjZiIRLfKSuJW\nLqcu3kvF2AlmpxEROY4aMRGJarHP5eH48iCVmWMxOnYyO46IyHEavZphbW0ts2fPZu/evdhsNu6/\n/37cbjczZszAZrPRo0cP5s2bh91up6CggPz8fJxOJxMnTmTw4MFtMQYRkZOrrsbz6FKM2FgC4yeZ\nnUZE5ASNNmJbtmwBID8/n6KiIpYuXYphGGRlZdG/f3/mzp1LYWEhvXv3Jjc3l02bNhEMBklPT2fA\ngAG4XK6wD0JE5GTcLzyPY/8+AmMnYJxxhtlxRERO0Ggjdu2113L11VcDcODAARITE9m+fTv9+vUD\nYNCgQWzbtg273U6fPn1wuVy4XC6Sk5MpLi4mNTU1rAMQETmp2lo8y5dgxMRQMWmy2WlERE6qSTda\nczqdTJ8+nddff50VK1awbds2bDYbAPHx8ZSXl+Pz+UhISKj/nfj4eHw+X4PP27GjB6fTccr1P7/7\nD02JZ7qXl/yn2RFCLikpofEHRaBoHZecyP3S73F+XEJFxm3UnXOu2XFERE6qyXe8Xbx4Mffccw9p\naWkEg8H65X6/n8TERLxeL36//7jl323MTubIkUALIltPaWm52RFCLhrHBA2PS01aFKmrw7PsEQyH\ng8BvppidRkTklBo9a/LFF19k9erVAMTFxWGz2ejVqxdFRUUAbN26lb59+5KamsrOnTsJBoOUl5dT\nUlJCz549w5texCSHDh3iqquuoqSkhA8++ICBAweSkZFBRkYGr776KgAFBQUMGzaMtLS0+mMtpY28\n/DLODz8gOGwEdd26m52mXVBNWFegOkDJ4RIC1dGx8SPaNLpF7Prrr2fmzJncfPPN1NTUMGvWLM4/\n/3zmzJlDTk4OKSkpDBkyBIfDQUZGBunp6RiGwZQpU3DrproShaqrq5k7dy6xsbEA7Nmzh9GjR5OZ\nmVn/mNLSUp28YhbDgAcfxLDZCEy+2+w07YJqwppq6mqYv/0+Xvv4Ff7t28+53i7ckHIj8694CKe9\nyTvEJMwafSc8Hg/Lly8/YXleXt4Jy9LS0khLSwtNMhGLWrx4MSNHjmTNmjUA7N69m71791JYWEjX\nrl2ZNWsWu3bt0skrJonZUgj/+79U/fy/qO35Q7PjtAuqCWuav/0+1uxaVf/zPt9n9T8/eOVis2LJ\n9+iCriIwmxNOAAAaH0lEQVTNsHnzZjp16sTAgQPrl6WmpnLvvfeyfv16zjvvPFauXNmik1ckBCor\niX/ofgD8WfeYHKZ9UE1YU6A6wGsfv3LSda/tfVW7KS1E2yZFmmHTpk3YbDZ27NjBhx9+yPTp01m1\nahVJSUkAXHfddWRnZ9O3b99mn7wCjZ9JrBMKGmAYMPo38P57kJlJp2sGmJ0oYrTmc2V2TYRiDNGo\n5PCX/Nu3/6TrDvj2UxPrI6nTmW2cyvrM+BypERNphvXr19f/OyMjg/nz53PHHXcwZ84cUlNT2bFj\nBxdffDGpqaksW7aMYDBIVVVVk09eaehM4qSkhKg9mzUU4p5chfeZZ6ju8yNiVq7UXDVRQ5+rpnwp\nmVkTTRlDe+Ws9nKutwv7fJ+dsO4cbxeclV7N2fc05XMUjkZNjZhIK82fP5/s7GxiYmLo3Lkz2dnZ\neL1enbzShmLe3kr83FnUJZ1B2dPrOT02FsqrzY7VbqkmzOeJ8XBDyo3HHSP2rRu6D8UT4zEhlZyM\nGjGRFsrNza3/d35+/gnrdfJK27B/9imJt/8a7HaOrsvTxVtNpJqwlvlXPAQcOybsgG8/53i7cEP3\nofXLxRrUiIlI5AoESLztZuyHD1P+8DJq+l9mdiIRy3DanTx45WJm9Z9HTawPZ6VXW8IsSGdNikhk\nMgwSpt5JzO5dVGSMpvLWzMZ/R6Qd8sR4OL/T+WrCLEqNmIhEpLjHHyV28wtU/7g/vgW/NTuOiEiL\nqBETkYgTs6WQ+Oy51J51NmXrckEHfYtIhFIjJiIRxb73YxLHjwank7Kn86g78yyzI4mItJgO1heR\nyOHzcdpt6di//pqy5Y9Tc+mPzU4kItIq2iImIpHBMEi8ayLODz+gYsw4gqNuMTuRiEirqRETkYjg\nWfYI7j/+gaorrsT3wEKz44iIhIQaMRGxPNefX8Oz6EFqu5xH2VPPQkyM2ZFEREJCjZiIWJrjo3+R\nMHEsuN2U/W49RufOZkcSEQkZHawvIpZlKztK4q9HYi8vo+zxJ6lJ7W12JBGRkNIWMRGxpro6EiaN\nw/nRvwhM/A3B4b8yO5GISMipERMRS/I8vBD3/3uNqkGD8c+53+w4IiJhoUZMRCzH9crLxC9ZTG1y\nN8rWrAOnjqIQkeikRkxELMVR/CEJd47H8Hg4+swGjE6nmx1JRCRs9N9MEbEM29dHSLx1FHa/j6NP\nPUPtxb3MjiQiElbaIiYi1lBbS+L4TJx7PyYw+W6qfnGT2YlERMJOjZiIWEL8ggdwbSkkeO31+GfM\nNjuOiEibUCMmIqZzv7gJz6NLqUk5n/JVT4HDYXYkEZE2oUZMREzl2P0+CZPvoM6bQNmz+RindTA7\nkohIm9HB+iJiGtuhQ5x2Wzq2igrKnnmO2p4/NDuSiEib0hYxETFHTQ2J427D8dmn+KfNpOqGG81O\nJCLS5tSIiYgp4u+fg+utNwn+9EYCd083O46IiCnUiIm0wKFDh7jqqqsoKSnh008/ZdSoUaSnpzNv\n3jzq6uoAKCgoYNiwYaSlpbFlyxaTE1uLu+A5PKtXUtPzh5SvXA12/SmKdKoJkZZp8K9fdXU106ZN\nIz09neHDh1NYWKgCk3avurqauXPnEhsbC8DChQvJyspiw4YNGIZBYWEhpaWl5Obmkp+fz9q1a8nJ\nyaGqqsrk5NbgfPdvJNx9F3WJp1H2zAaMhESzI0krqSZEWq7BRuyll16iQ4cObNiwgaeeeors7GwV\nmLR7ixcvZuTIkZxxxhkA7Nmzh379+gEwaNAgtm/fzq5du+jTpw8ul4uEhASSk5MpLi42M7Yl2L78\nksTbboaqKsqfeIra83uYHUlCQDUh0nINNmI//elPmTx5MgCGYeBwOFRg0q5t3ryZTp06MXDgwPpl\nhmFgs9kAiI+Pp7y8HJ/PR0JCQv1j4uPj8fl8bZ7XUqqqOG1MBo4D/8Z/3zyqrh1idiIJAdWESOs0\nePmK+Ph4AHw+H3fddRdZWVksXrw4ZAXWsaMHpzPyL9yYlJTQ+IMiTDSOCVo/rk2bNmGz2dixYwcf\nfvgh06dP5/Dhw/Xr/X4/iYmJeL1e/H7/ccu/WyOn0lhNRPT7MmkSFO2AESPwPjAX7zd/R8Iloueq\njbVmrsyuiW/p/W6c5qhxZsxRo9cR+/zzz5k0aRLp6en8/Oc/5+GHH65f19oCO3Ik0MLY1lJaWm52\nhJCLxjFBw+NqSgGuX7++/t8ZGRnMnz+fhx9+mKKiIvr378/WrVu57LLLSE1NZdmyZQSDQaqqqigp\nKaFnz56NPn9DNZGUlBCx70ts3jMkPP44NRdezJHfroCvwrslJJLnqq01NFdWr4mmjEGO0Rw1rilz\nFI5GrcFdk1999RWZmZlMmzaN4cOHA3DRRRdRVFQEwNatW+nbty+pqans3LmTYDBIeXl5kwtMJBpM\nnz6dRx99lF/96ldUV1czZMgQkpKSyMjIID09nVtvvZUpU6bgdrvNjmoK5ztFeGfcTV3Hjhx9ZgN8\ns6VdopdqQqTpGtwi9sQTT1BWVsbjjz/O448/DsB9993Hgw8+SE5ODikpKQwZMgSHw1FfYIZhqMCk\nXcjNza3/d15e3gnr09LSSEtLa8tIlmP/4nMSMzOgpoayNb+jrlt3syNJGKkmRJqvwUZs9uzZzJ49\n+4TlKjARaVQwSOLoW3Ac/ALf/Quovmqw2YlERCxHV1EUkdAzDLwz7iZm5ztU/jKNigmTzE4kImJJ\nasREJORin36KuPXPUp3am/KcRyHMZ0iKiEQqNWIiElIxO7bhnT2dus6dKfvdeoiLMzuSiIhlqRET\nkZCx/3s/iWMyACh76lnqupxnciIREWtr9DpiIiJNUlFB4m03Y//qK8oXPkL1FVeanUhExPK0RUxE\nWs8wSLj7LmLe+zsV6RlUZo41O5GISERQIyYirRa35nFiX3ie6kv74lu0RAfni4g0kRoxEWmVmK1/\nJX7+bGrPOJOydXkQG2t2JBGRiKFGTERazP7pJySOuw3sdsrW5VF39jlmRxIRiSg6WF9EWsbv57Tb\nbsZ++DDlS1ZQ06+/2YlERCKOtoiJSPMZBglTJuHc8z4Vt46hMuM2sxOJiEQkNWIi0mxxjy4j9sXN\nVPe7DN9Di82OIyISsdSIiUizxLzxOvEPzaf27HM4ujYXXC6zI4mIRCw1YiLSZI6PPyJx/BhwuSj7\n3XqMM880O5KISETTwfoi0iQ2XzmJt6ZjP/o1ZY8+QU2fS82OJCIS8bRFTEQaV1dHwqTxOP9RTGDc\nRIK/Sjc7kYhIVFAjJiKN8ix9GPdrf6TqykH45z1odhwRkaihRkxEGuT606vEL36I2vOSKVvzO4iJ\nMTuSiEjUUCMmIqfk+Nc/SbhjLEZc3LGD8zt3NjuSiEhU0cH6InJStqNfk/jrkdh95ZQ9sZaa/7jE\n7EgiIlFHW8RE5ES1tSRMvB1nyUcEJk0mOGyE2YlERKKSGjEROYHntw/h/sufqbr6Gvyz55sdR0Qk\namnXpEgz1dbWMnv2bPbu3YvNZuP++++npqaG8ePH061bNwBGjRrF0KFDKSgoID8/H6fTycSJExk8\neLC54ZvA9fKLxC99hNpu3SlbvQ4cDrMjicVFe02IhJMaMZFm2rJlCwD5+fkUFRWxdOlSrrnmGkaP\nHk1mZmb940pLS8nNzWXTpk0Eg0HS09MZMGAALgvfEsjxwR4SfzMRwxPP0Weew+jYyexIEgGiuSZE\nwk2NmEgzXXvttVx99dUAHDhwgMTERHbv3s3evXspLCyka9euzJo1i127dtGnTx9cLhcul4vk5GSK\ni4tJTU01dwCnYDtymNNuHYUt4OfoujxqL7zI7EgSIaK1JkTaghoxkRZwOp1Mnz6d119/nRUrVnDw\n4EFGjBhBr169WLVqFStXruSCCy4gISGh/nfi4+Px+Xwmpm5ATQ2J40bj+PQT/FOnUfWzX5idSCJM\n1NWESBtRIybSQosXL+aee+4hLS2N/Px8zvzmBtjXXXcd2dnZ9O3bF7/fX/94v99/3JfQyXTs6MHp\nPPUxWUlJDf9+i917L7y5BX72M+IfXkS8PfLP4wnbXEWhUM2VGTXxLb3fjdMcNc6MOVIjJtJML774\nIgcPHmT8+PHExcVhs9m48847mTNnDqmpqezYsYOLL76Y1NRUli1bRjAYpKqqipKSEnr27Nngcx85\nEjjluqSkBEpLy0M9HNybN5L48MPU/KAHXy9bhXHI3/gvWVy45ioaNTRXTf1SMqsmmjIGOUZz1Lim\nzFE4GjU1YiLNdP311zNz5kxuvvlmampqmDVrFmeffTbZ2dnExMTQuXNnsrOz8Xq9ZGRkkJ6ejmEY\nTJkyBbfbbXb84zjff4+EKXdS502g7JnnMBJPMzuSRKBoqgmRttakRuy9997jkUceITc3l08//ZQZ\nM2Zgs9no0aMH8+bNw26365RkaTc8Hg/Lly8/YXl+fv4Jy9LS0khLS2uLWM1m++orEm9Nx1ZRQVnu\n89T2aHjLhMipREtNiJih0QNBnnzySWbPnk0wGARg4cKFZGVlsWHDBgzDoLCwsP6U5Pz8fNauXUtO\nTg5VVVVhDy8iLVRdTeLYW3Hs34d/+n1UDbnB7EQiIu1So41YcnIyjz76aP3Pe/bsoV+/fgAMGjSI\n7du3H3dKckJCQv0pySJiTfHz78O17S2CQ39OYMo0s+OIiLRbje6aHDJkCPv376//2TAMbDYbcOzU\n4/Lycnw+X4tOSW7q2TBWF41nokTjmCB6x9Uc7vz1eJ58gpoLLqT8sScgCs6QFBGJVM0+WN/+nT/a\nfr+fxMREvF5vs09JhqadDRMJovFMlGgcEzQ8rvbQpDn/9r8kTMui7rQOHP3dBgxv9I9ZRMTKmv1f\n4YsuuoiioiIAtm7dSt++fUlNTWXnzp0Eg0HKy8ubdEqyiLQt28GDJI6+BaqrKVu9jrqU882OJCLS\n7jV7i9j06dOZM2cOOTk5pKSkMGTIEBwOh05JFrGyqipOG5OB4/MD+OY8QPU115qdSEREaGIj1qVL\nFwoKCgDo3r07eXl5JzxGpySLWJf3vunE/M9/U/lfw6i4c7LZcURE5Bs6SlckysU++zRxz6yl5uL/\noHzpSvjmZBsRETGfGjGRKOYs+m+8M++hrlMnjj6zAeLjzY4kIiLfoUZMJErZPz/AaZm3QF0dZWt+\nR11yV7MjiYjI9+hekyLRqLKSxNE3Yy/9El/2QqoHXW12IhEROQltEROJNoZBwr1TiPnbTirTRlEx\n7g6zE4mIyCmoEROJMrHr1hCbv57q3n0of3iZDs4XEbEwNWIiUSRm21t4Z8+grnMSZU+vh7g4syOJ\niEgD1IiJRAn7/n0k3v5rsNkoW5dL3bldzI4kIiKN0MH6ItEgECDx1nTshw5RvjiH6suuMDuRiIg0\ngbaIiUQ6wyDh7ruIef89Km65lcrbxpidSEREmkiNmEiEi1v1GLGbCqi+9Mf4Fj6ig/NFRCKIGjGR\nCBbz1zeIf2AOtWeeRdnTeeB2mx1JRESaQY2YSISyf7KXxHG3gdNJ2dN51J11ttmRRESkmXSwvkgk\n8vk47dZ07F9/TfmyldT07Wd2IhERaQFtEROJNIZB4uQ7cH64h4rMsVSmZ5idSEREWkiNmEiEiVuR\ng/vlF6m6fAC+7EVmxxExVaA6QMnhEgLVAbOjiLSIdk2KNFNtbS2zZ89m79692Gw27r//ftxuNzNm\nzMBms9GjRw/mzZuH3W6noKCA/Px8nE4nEydOZPDgwa16bddf/h/xCx6g9pxzKXvqWYiJCdGoRFrO\njJqoqath/vb7eO3jV/i3bz/nertwQ8qNzL/iIZx2fbVJ5NCnVaSZtmzZAkB+fj5FRUUsXboUwzDI\nysqif//+zJ07l8LCQnr37k1ubi6bNm0iGAySnp7OgAEDcLlcLXvhf/6ThAm3g9tN2TMbMJKSQjgq\nkZYzoybmb7+PNbtW1f+8z/dZ/c8PXrk4NAMTaQNqxESa6dprr+Xqq68G4MCBAyQmJrJ9+3b69Tt2\nwPygQYPYtm0bdrudPn364HK5cLlcJCcnU1xcTGpqarNf0+Yrh//6L+xlRyl7bDU1l/QJ5ZBEWqWt\nayJQHeC1j1856brX9r7KrP7z8MR4WjUmkbaiRkykBZxOJ9OnT+f1119nxYoVbNu2Dds3F1KNj4+n\nvLwcn89HQkJC/e/Ex8fj8/kafN6OHT04nY4TVxS9CR9+CFlZJE4aF9KxRKukpITGHyRAaOaqLWui\n5PCX/Nu3/6SPP+DbT02sj6ROZ7ZyRNFHNdE4M+ZIjZhICy1evJh77rmHtLQ0gsFg/XK/309iYiJe\nrxe/33/c8u9+CZ3MkSOnOOD40gEk7dhBafcLobQ8JPmjWVJSAqWapyZpaK6a+6XUVjXhrPZyrrcL\n+3yfnbDuHG8XnJVevf/fo5poXFPmKByNms6aFGmmF198kdWrVwMQFxeHzWajV69eFBUVAbB161b6\n9u1LamoqO3fuJBgMUl5eTklJCT179mzZizqdcNllYFfJivW0dU14YjzckHLjSdfd0H2odktKRNEW\nMZFmuv7665k5cyY333wzNTU1zJo1i/PPP585c+aQk5NDSkoKQ4YMweFwkJGRQXp6OoZhMGXKFNy6\nBZFEITNqYv4VDwHHjgk74NvPOd4u3NB9aP1ykUhhMwzDMOvFG9sEmLnojTZK0jrrZlzT5MdqTOZq\naFxWOH6ioZrQroWm01w1XSh3TYZDY+9joDpATawPZ6VXW8IaoJponHZNioiINJMnxsP5nc5XEyYR\nS42YiIiIiEnUiImIiIiYRI2YiIiIiElCetZkXV0d8+fP5x//+Acul4sHH3yQrl27hvIlRERERKJG\nSLeI/eUvf6Gqqornn3+eu+++m0WLFoXy6UVERESiSkgbsZ07dzJw4EAAevfuze7du0P59CIiIiJR\nJaSNmM/nw+v11v/scDioqakJ5UuIiIiIRI2QXtB14cKFXHLJJQwdOhSAQYMGsXXr1lA9vYiIiEhU\nCekWsR/96Ef1jde7777b8vvqiYiIiLQDId0i9u1Zk//85z8xDIMFCxZw/vnnh+rpRURERKKKqfea\nFBEREWnPdEFXEREREZOoERMRERExiRoxEREREZNYvhF78sknufLKKwkGg23+2u+88w7FxcUnXffq\nq6/Su3dvDh482OzntdqY9u/fz49+9CMyMjK45ZZbGDZsGNu2bWvW81ptTACff/45kydPJiMjgxEj\nRjB//nyqqqraNJsV5wVa9/kNB6vNUyhqIlysNlfQ/Fqz4hjAWnVhtTmyYk1YbY6gZd87lm/EXnrp\nJYYOHcorr7zS5q+9adMmvvzyy5Ou27hxIxkZGRQUFDT7ea04ph/84Afk5uaSl5fHkiVLWLhwYbOe\n12pjqq2t5Y477iAzM5Pc3Fw2btyI0+lkxYoVbZrNavPyrdZ8fsPBivPU2poIF6vNVUtqzWpj+JaV\n6sKKc2S1mrDaHLX0eyekN/0OtaKiIpKTkxk5ciTTpk1j2LBhvPfeeyxYsIC6ujrOPPNMHnnkEf7x\nj3+csOzjjz8mOzsbh8OB2+0mOzuburo6pk6dWl9kaWlp5OTk8Pvf/579+/dz6NAhDhw4wMyZM+nY\nsSNvvfUWe/bs4Qc/+AHnnHNOfa59+/Zx9OhRxo4dy7Bhw5gwYQIxMTERPabvKisro1OnThH9Pu3c\nuZOzzjqLSy65pD7ntGnTqKura/K4WsuK8wKt+/yGg1Xn6buaWxPhYsW5am6tWXEMYK26sOocfZfZ\nNWHFOWrx945hYXfffbexZcsWwzAMY+TIkca7775r/OIXvzA++ugjwzAMo6CgwNi9e/dJl910003G\nBx98YBiGYbz++uvGb37zG2Pfvn3GiBEj6p9/xIgRxr59+4wVK1YYs2fPNgzDMN5++20jMzPTMAzD\nmD59uvHmm2+ekCsnJ8fIy8urz/jKK69E9Jj27dtn9OnTx7jllluMkSNHGpdccomxcePGiB7Tyy+/\nbDz00ENNHkM4WHFeDKN1n99wsOI8tbYmwsWKc9XcWrPiGAzDWnVhxTmyWk1YcY5a+r1j2S1iR48e\nZevWrRw+fJjc3Fx8Ph95eXl89dVX9ReJHTFiBMBJl3355ZdceOGFAPz4xz9myZIlJ7yG8Z1LqH37\n2LPOOqvB/bm1tbW8/PLLnHvuubzxxhscPXqUvLy8+ts6ReKY4P82OQOUlpZy0003cfnll3PuuedG\n5JjOOecc/vznPx+37MiRI/z973/nmmuuaXBMoWDVeWnN5zccrDpP0PKaCBerzlVzas2qY7BSXVh1\njsA6NWHVOWrp945lG7GXXnqJX/7yl0yfPh2AiooKfvKTnxAbG8snn3xCt27dWLNmDd27d+eMM844\n6bLi4mIuuOAC3nnnHbp164bb7ebQoUPU1tbi9/vZv39//evZbLYTMthstuPeDIA333yTXr16HbfP\nd8iQIfWvFYlj+r7TTjsNt9tNbW1tg4+z8ph69+7N/v372bVrF6mpqRiGwWOPPYbb7W6TRsyq89Ka\nz284WHWevq85NREuVp2r5tSaVcdgpbqw6hx9n5k1YdU5aun3jmUbsY0bN/Lb3/62/ue4uDiuv/56\nOnfuzKxZs7Db7SQlJXHbbbdx5plnnrDs3HPPJTs7G8MwcDgcLFiwgKSkJAYMGMDw4cM577zz6Nq1\na4MZLrnkEh555BG6dOlS31EXFBTUd9XfGj58OOvXryc7OzsixwTw0UcfkZGRgc1mo6KigrS0NJKT\nkxt8LiuPyW63s3z5ch544AEqKioIBAL07t2brKysRscUCladl9Z8fsPBqvMELa+JcLHqXDWn1qw6\nBivVhVXnCKxTE1ado5Z+7+gWRyIiIiImsfzlK0RERESilRoxEREREZOoERMRERExiRoxEREREZOo\nERMRERExiRoxEREREZOoERMRERExiRoxEREREZP8f4Ml3NTiXvv+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53938f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 2 - Subplots\n",
    "\n",
    "# Creating the raw data\n",
    "category = ['Account A','Account B','Account C']\n",
    "revenue = np.array([300, 450, 700])\n",
    "\n",
    "# Plotting it\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# bar\n",
    "plt.subplot(131)\n",
    "plt.bar(range(0,3), revenue)\n",
    "plt.xticks(range(0,3),category)\n",
    "\n",
    "\n",
    "# line\n",
    "plt.subplot(132)\n",
    "plt.plot(range(0,3), revenue, c=\"red\")\n",
    "plt.xticks(range(0,3),category)\n",
    "\n",
    "\n",
    "# scatter\n",
    "plt.subplot(133)\n",
    "plt.scatter(range(0,3), revenue, c=\"green\")\n",
    "plt.xticks(range(0,3),category)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QXV1NVVUV5eXlJCYm0q1bNwoLCwEoKiqie/fu/ipVRETEOH6bwd9+++3Mnj2b8ePHc+rU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\n4EVERAykgBcRETGQAl5ERMRA/x+Yi4DxQEJluAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e537b02e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Example 1 \n",
    "\n",
    "# creating the raw data\n",
    "a = np.random.randn(10000) * 10 +100\n",
    "a \n",
    "\n",
    "# plotting\n",
    "\n",
    "plt.hist(a, 7)\n",
    "plt.title(\"No of Houses per Square M\")\n",
    "plt.xlabel(\"Square M Bins\")\n",
    "plt.ylabel(\"No of houses\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Lineplots using Pandas' DFs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# This is to find out your current directory\n",
    "# cwd = os.getcwd()\n",
    "# cwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(182, 6)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Day_Name</th>\n",
       "      <th>Visitors</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Marketing Spend</th>\n",
       "      <th>Promo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>09/11/2020</td>\n",
       "      <td>Monday</td>\n",
       "      <td>707</td>\n",
       "      <td>5211</td>\n",
       "      <td>651.375</td>\n",
       "      <td>No Promo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/11/2020</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1455</td>\n",
       "      <td>10386</td>\n",
       "      <td>1298.250</td>\n",
       "      <td>Promotion Red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11/11/2020</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>1520</td>\n",
       "      <td>12475</td>\n",
       "      <td>1559.375</td>\n",
       "      <td>Promotion Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12/11/2020</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>1726</td>\n",
       "      <td>14414</td>\n",
       "      <td>1801.750</td>\n",
       "      <td>No Promo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13/11/2020</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2134</td>\n",
       "      <td>20916</td>\n",
       "      <td>2614.500</td>\n",
       "      <td>No Promo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date   Day_Name  Visitors  Revenue  Marketing Spend           Promo\n",
       "0  09/11/2020     Monday       707     5211          651.375        No Promo\n",
       "1  10/11/2020    Tuesday      1455    10386         1298.250   Promotion Red\n",
       "2  11/11/2020  Wednesday      1520    12475         1559.375  Promotion Blue\n",
       "3  12/11/2020   Thursday      1726    14414         1801.750        No Promo\n",
       "4  13/11/2020     Friday      2134    20916         2614.500        No Promo"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading the data\n",
    "\n",
    "raw_data = pd.read_csv(\"F:\\\\Github\\Python tutorials\\\\Introduction to Matplotlib\\\\Marketing Raw Data.csv\")\n",
    "# runs all the data\n",
    "raw_data\n",
    "\n",
    "print(raw_data.shape)\n",
    "\n",
    "#runs the first 5 rows\n",
    "raw_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+/x9+hb/6zq+X9dgIgiDCiBxzSRC/DTCjLHIx6jSu74V6G/WmuqzHRvQfh355Brpu4L/c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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53942198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 1 - Simple line graph\n",
    "\n",
    "plt.plot(raw_data[\"Visitors\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dm2pi38+Pz9n7sfOsat21wGSGenQ4h3yPKwR4zk42kFcklAoyzlteAmCHj7qZ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lu2bEF7ezs0Gk3I4h+r8OA4DjRNQ6fTgaIo1NXVoa2tDRRFIS8vD6NGjcJbb72FRYsW4eDBg3A4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\nOcxhDruP7f8BJWPPz2v9p/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e52321978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 2 - Line graphs with xtickers\n",
    "\n",
    "plt.plot(raw_data[\"Visitors\"])\n",
    "plt.xticks(range(0,len(raw_data[\"Visitors\"])), raw_data[\"Date\"], rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xr6A+dOgQtm7dCgA4ceIENm3ahM2bN+MrX/kKEpNNKLt378ZNN92ETZs24ZVX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\nCCGE2LF/AUncUN+3EucBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53821c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 3 - Line graphs with xtickers and less data\n",
    "\n",
    "a = raw_data.tail(10).reset_index()\n",
    "\n",
    "plt.plot(a[\"Visitors\"])\n",
    "plt.xticks(range(0,len(a[\"Visitors\"])), a[\"Date\"], rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rvLy88Oeff2Lu3Lk4cOAAZDKZdtToyXP++OOPOvemL0+OQBX79+sbir/Gffv2xdKlS1/o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\nih0AAAAA2BzFDgAAAABs7v8HY/yUf0j1NaUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e536f1cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 4 - 2+ data points on the graph\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(a[\"Visitors\"], label=\"No. of Visistors\", linewidth=5.)\n",
    "plt.plot(a[\"Revenue\"], linestyle = \"-.\")\n",
    "plt.xticks(range(0,len(a[\"Visitors\"])), a[\"Date\"], rotation = 90)\n",
    "plt.title(\"Visitors & Revenue by Day\", fontsize = 20)\n",
    "plt.legend(loc=\"upper right\", fontsize=14)\n",
    "plt.xlabel(\"Dates\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CpVLBxMQU33+/o9h5dnb2AIBu3Xrgt99+xltvDcOVK5cwefJ0AIW9fy1atMac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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53821be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 5 - Combo graphs\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.bar(range(0,len(a[\"Visitors\"])), a[\"Visitors\"], label=\"No. of Visitors\", linewidth=5., color = \"green\")\n",
    "plt.plot(a[\"Revenue\"], linestyle = \"-.\")\n",
    "plt.xticks(range(0,len(a[\"Visitors\"])), a[\"Date\"], rotation = 90)\n",
    "plt.title(\"Visitors & Revenue by Day\", fontsize = 20)\n",
    "plt.legend(loc=\"upper right\", fontsize=14)\n",
    "plt.xlabel(\"Dates\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zdgAAAIADcjKD5u3tqStX4jI9rkHV4mpQtfh97ZskPfbYYwoIaKBdu7arXj1/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\nuWd/TSZThm3pD1xxdnaWZM1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FAAAAACcTV7tirl+/Xk1NTbrhhht03XXXaeXK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\nc4/DVZCTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e5399ef98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 6 - Combo stack bars\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.bar(range(0,len(a[\"Revenue\"])), a[\"Revenue\"], label=\"Revenue\", linewidth=5., color = \"green\")\n",
    "plt.bar(range(0,len(a[\"Visitors\"])), a[\"Marketing Spend\"], label=\"Marketing Spend\", linewidth=5., color = \"red\")\n",
    "\n",
    "plt.plot(a[\"Visitors\"], linestyle = \"-.\")\n",
    "\n",
    "plt.xticks(range(0,len(a[\"Visitors\"])), a[\"Date\"], rotation = 90)\n",
    "plt.title(\"Visitors & Revenue by Day\", fontsize = 20)\n",
    "plt.legend(loc=\"upper right\", fontsize=14)\n",
    "plt.xlabel(\"Dates\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rN5ALF84zc+ZUfvrpMC4uLjRp0ozhw0fj7e1tL3l98cUBPPVUJ3tbb7+9kNq1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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e5400c1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 7 - Combo 2+ bar graphs + Secondary Scale\n",
    "\n",
    "weight = .30\n",
    "\n",
    "a[[\"Revenue\", \"Marketing Spend\"]].plot(kind=\"bar\", color = [\"green\", \"red\"], figsize=(15,10))\n",
    "a[\"Visitors\"].plot(c=\"blue\", linestyle = \"-.\", secondary_y=True)\n",
    "\n",
    "plt.xticks(range(0,len(a[\"Visitors\"])), a[\"Date\"], rotation = 90)\n",
    "plt.title(\"Visitors & Revenue by Day\", fontsize = 20)\n",
    "plt.legend(loc=\"upper left\", fontsize=14)\n",
    "plt.xlabel(\"Dates\")\n",
    "plt.xlim(-weight, len(a[\"Visitors\"])-weight)\n",
    "plt.show()\n",
    "\n",
    "# examples of Kind\n",
    "# https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Scatterplot Using DFs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Qs9IMfpcvX1bVqlUlSZs3b1b9+vUlSQULFlRiYmLOVAcA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\nsdDkwR3oAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e54c0d588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 1 - Simple Scatterplot\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.scatter(raw_data[\"Revenue\"], raw_data[\"Marketing Spend\"], c=\"red\", marker='+')\n",
    "plt.title(\"Relationship between M. Spend & Revenue\", fontsize = 20)\n",
    "plt.legend(loc=\"upper left\", fontsize=14)\n",
    "plt.xlabel(\"Revenue\")\n",
    "plt.ylabel(\"Marketing Spend\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Day_Name</th>\n",
       "      <th>Visitors</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Marketing Spend</th>\n",
       "      <th>Promo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>09/11/2020</td>\n",
       "      <td>Monday</td>\n",
       "      <td>707</td>\n",
       "      <td>5211</td>\n",
       "      <td>651.375</td>\n",
       "      <td>No Promo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10/11/2020</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>1455</td>\n",
       "      <td>10386</td>\n",
       "      <td>1298.250</td>\n",
       "      <td>Promotion Red</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11/11/2020</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>1520</td>\n",
       "      <td>12475</td>\n",
       "      <td>1559.375</td>\n",
       "      <td>Promotion Blue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12/11/2020</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>1726</td>\n",
       "      <td>14414</td>\n",
       "      <td>1801.750</td>\n",
       "      <td>No Promo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13/11/2020</td>\n",
       "      <td>Friday</td>\n",
       "      <td>2134</td>\n",
       "      <td>20916</td>\n",
       "      <td>2614.500</td>\n",
       "      <td>No Promo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date   Day_Name  Visitors  Revenue  Marketing Spend           Promo\n",
       "0  09/11/2020     Monday       707     5211          651.375        No Promo\n",
       "1  10/11/2020    Tuesday      1455    10386         1298.250   Promotion Red\n",
       "2  11/11/2020  Wednesday      1520    12475         1559.375  Promotion Blue\n",
       "3  12/11/2020   Thursday      1726    14414         1801.750        No Promo\n",
       "4  13/11/2020     Friday      2134    20916         2614.500        No Promo"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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y8/NTTEyMw20IbM9j1KhRDtfy0qVLGjZsmGbNmpVmzrFtnu3w4cNlGEaaebd3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\ne4pPgSmeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e53a320b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 2 - Scatterplot with groups\n",
    "\n",
    "groups = raw_data[[\"Promo\",\"Revenue\",\"Marketing Spend\"]].groupby(\"Promo\")\n",
    "groups\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15,10))\n",
    "\n",
    "for promo, group in groups:\n",
    "    ax.scatter(group['Revenue'], group['Marketing Spend'], marker = 'x', label=promo)\n",
    "\n",
    "ax.legend()\n",
    "plt.title(\"Relationship between M. Spend & Revenue by Promo\", fontsize = 20)\n",
    "plt.xlabel(\"Revenue\")\n",
    "plt.ylabel(\"Marketing Spend\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K8t/nSaPRKIcPH9Y5N19++aVibW2t3L17V1GU159HKysrpW/fvjplaK/pHzrWu76L3qZ9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QBW80yszlkFSZSGvz/txLs/IiIiovHGGT+iSS7LGi+HopCv2hB9LLmKdiLgHcC8bAvyMswoqXFg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\nl4/98pe/xBNPPMFxqBLD1fD+++/H73//e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      "text/plain": [
       "<matplotlib.figure.Figure at 0x25e54e24f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example 3 - Scatterplot with groups\n",
    "\n",
    "groups = raw_data[[\"Day_Name\",\"Revenue\",\"Marketing Spend\"]].groupby(\"Day_Name\")\n",
    "groups\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15,10))\n",
    "\n",
    "for promo, group in groups:\n",
    "    ax.scatter(group['Revenue'], group['Marketing Spend'], marker = 'x', label=promo)\n",
    "\n",
    "ax.legend()\n",
    "plt.title(\"Relationship between M. Spend & Revenue by Day_Name\", fontsize = 20)\n",
    "plt.xlabel(\"Revenue\")\n",
    "plt.ylabel(\"Marketing Spend\")\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
